Multiple Serous Cavity Effusion Screening Based On Smear Images Using Vision Transformer

A new transformer-based classification framework, utilizing the vision transformer (ViT) model, has been developed to accurately detect malignant cells in serous cavity effusions. This method outperforms traditional cytological examination techniques and has achieved impressive results in both patch and patient level screenings.